Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.8 KiB |
| Average record size in memory | 121.3 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 1 |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Reproduction
| Analysis started | 2024-03-03 12:28:15.227213 |
|---|---|
| Analysis finished | 2024-03-03 12:29:09.651589 |
| Duration | 54.42 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.5 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.95 |
| Q1 | 24.75 |
| median | 49.5 |
| Q3 | 74.25 |
| 95-th percentile | 94.05 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 49.5 |
Descriptive statistics
| Standard deviation | 29.011492 |
|---|---|
| Coefficient of variation (CV) | 0.58609075 |
| Kurtosis | -1.2 |
| Mean | 49.5 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0 |
| Sum | 4950 |
| Variance | 841.66667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99 | 1 | 1.0% |
| 0 | 1 | 1.0% |
| 1 | 1 | 1.0% |
| 2 | 1 | 1.0% |
| 84 | 1 | 1.0% |
| 85 | 1 | 1.0% |
| 86 | 1 | 1.0% |
| 87 | 1 | 1.0% |
| 88 | 1 | 1.0% |
| 89 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 92 | 1 | |
| 91 | 1 | |
| 90 | 1 |
target
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 100 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 59 | |
| 2 | 41 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 59 | |
| 2 | 41 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 59 | |
| 2 | 41 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 100 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 59 | |
| 2 | 41 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 100 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 59 | |
| 2 | 41 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 59 | |
| 2 | 41 |
alcohol
Real number (ℝ)
| Distinct | 76 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.1984 |
| Minimum | 11.62 |
|---|---|
| Maximum | 14.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 11.62 |
|---|---|
| 5-th percentile | 11.8385 |
| Q1 | 12.37 |
| median | 13.295 |
| Q3 | 13.8375 |
| 95-th percentile | 14.3705 |
| Maximum | 14.83 |
| Range | 3.21 |
| Interquartile range (IQR) | 1.4675 |
Descriptive statistics
| Standard deviation | 0.8259402 |
|---|---|
| Coefficient of variation (CV) | 0.062578812 |
| Kurtosis | -1.0166013 |
| Mean | 13.1984 |
| Median Absolute Deviation (MAD) | 0.615 |
| Skewness | -0.23732785 |
| Sum | 1319.84 |
| Variance | 0.68217721 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.05 | 5 | 5.0% |
| 12.37 | 5 | 5.0% |
| 12.29 | 4 | 4.0% |
| 12.08 | 3 | 3.0% |
| 11.84 | 2 | 2.0% |
| 13.83 | 2 | 2.0% |
| 12.33 | 2 | 2.0% |
| 12 | 2 | 2.0% |
| 14.1 | 2 | 2.0% |
| 13.86 | 2 | 2.0% |
| Other values (66) | 71 |
| Value | Count | Frequency (%) |
| 11.62 | 1 | 1.0% |
| 11.64 | 1 | 1.0% |
| 11.65 | 1 | 1.0% |
| 11.66 | 1 | 1.0% |
| 11.81 | 1 | 1.0% |
| 11.84 | 2 | |
| 11.96 | 1 | 1.0% |
| 12 | 2 | |
| 12.08 | 3 | |
| 12.16 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 14.83 | 1 | |
| 14.75 | 1 | |
| 14.39 | 1 | |
| 14.38 | 2 | |
| 14.37 | 1 | |
| 14.3 | 1 | |
| 14.23 | 1 | |
| 14.22 | 2 | |
| 14.21 | 1 | |
| 14.2 | 1 |
malic_acid
Real number (ℝ)
| Distinct | 76 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8469 |
| Minimum | 0.89 |
|---|---|
| Maximum | 4.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.89 |
|---|---|
| 5-th percentile | 0.978 |
| Q1 | 1.5 |
| median | 1.71 |
| Q3 | 1.9 |
| 95-th percentile | 3.841 |
| Maximum | 4.04 |
| Range | 3.15 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.73572159 |
|---|---|
| Coefficient of variation (CV) | 0.39835486 |
| Kurtosis | 2.5366139 |
| Mean | 1.8469 |
| Median Absolute Deviation (MAD) | 0.205 |
| Skewness | 1.6599709 |
| Sum | 184.69 |
| Variance | 0.54128625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.73 | 5 | 5.0% |
| 1.81 | 4 | 4.0% |
| 1.67 | 3 | 3.0% |
| 1.9 | 2 | 2.0% |
| 1.77 | 2 | 2.0% |
| 1.68 | 2 | 2.0% |
| 1.5 | 2 | 2.0% |
| 1.66 | 2 | 2.0% |
| 1.83 | 2 | 2.0% |
| 1.53 | 2 | 2.0% |
| Other values (66) | 74 |
| Value | Count | Frequency (%) |
| 0.89 | 1 | |
| 0.9 | 1 | |
| 0.92 | 1 | |
| 0.94 | 2 | |
| 0.98 | 1 | |
| 0.99 | 1 | |
| 1.01 | 1 | |
| 1.07 | 1 | |
| 1.09 | 1 | |
| 1.1 | 1 |
| Value | Count | Frequency (%) |
| 4.04 | 1 | |
| 3.99 | 1 | |
| 3.98 | 1 | |
| 3.87 | 1 | |
| 3.86 | 1 | |
| 3.84 | 1 | |
| 3.8 | 1 | |
| 3.59 | 1 | |
| 3.17 | 1 | |
| 3.1 | 1 |
ash
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 60.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3594 |
| Minimum | 1.36 |
|---|---|
| Maximum | 3.22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1.36 |
|---|---|
| 5-th percentile | 1.92 |
| Q1 | 2.21 |
| median | 2.36 |
| Q3 | 2.56 |
| 95-th percentile | 2.721 |
| Maximum | 3.22 |
| Range | 1.86 |
| Interquartile range (IQR) | 0.35 |
Descriptive statistics
| Standard deviation | 0.27936371 |
|---|---|
| Coefficient of variation (CV) | 0.11840455 |
| Kurtosis | 1.5190238 |
| Mean | 2.3594 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.41637027 |
| Sum | 235.94 |
| Variance | 0.078044081 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.3 | 4 | 4.0% |
| 2.28 | 4 | 4.0% |
| 2.36 | 4 | 4.0% |
| 2.32 | 3 | 3.0% |
| 2.7 | 3 | 3.0% |
| 2.62 | 3 | 3.0% |
| 2.21 | 3 | 3.0% |
| 2.1 | 3 | 3.0% |
| 1.92 | 3 | 3.0% |
| 2.5 | 2 | 2.0% |
| Other values (50) | 68 |
| Value | Count | Frequency (%) |
| 1.36 | 1 | 1.0% |
| 1.7 | 1 | 1.0% |
| 1.71 | 1 | 1.0% |
| 1.75 | 1 | 1.0% |
| 1.92 | 3 | |
| 1.95 | 1 | 1.0% |
| 1.98 | 1 | 1.0% |
| 2 | 1 | 1.0% |
| 2.02 | 1 | 1.0% |
| 2.04 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 3.22 | 1 | 1.0% |
| 2.87 | 1 | 1.0% |
| 2.84 | 1 | 1.0% |
| 2.8 | 1 | 1.0% |
| 2.74 | 1 | 1.0% |
| 2.72 | 1 | 1.0% |
| 2.7 | 3 | |
| 2.68 | 2 | |
| 2.67 | 2 | |
| 2.65 | 2 |
alcalinity_of_ash
Real number (ℝ)
| Distinct | 56 |
|---|---|
| Distinct (%) | 56.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.038 |
| Minimum | 10.6 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 10.6 |
|---|---|
| 5-th percentile | 13.16 |
| Q1 | 16 |
| median | 17.9 |
| Q3 | 19.425 |
| 95-th percentile | 24 |
| Maximum | 30 |
| Range | 19.4 |
| Interquartile range (IQR) | 3.425 |
Descriptive statistics
| Standard deviation | 3.2162711 |
|---|---|
| Coefficient of variation (CV) | 0.17830531 |
| Kurtosis | 1.6243348 |
| Mean | 18.038 |
| Median Absolute Deviation (MAD) | 1.85 |
| Skewness | 0.67342478 |
| Sum | 1803.8 |
| Variance | 10.3444 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16 | 10 | 10.0% |
| 18 | 9 | 9.0% |
| 16.8 | 5 | 5.0% |
| 19 | 5 | 5.0% |
| 17.2 | 3 | 3.0% |
| 17 | 3 | 3.0% |
| 18.8 | 3 | 3.0% |
| 20 | 3 | 3.0% |
| 21 | 2 | 2.0% |
| 14 | 2 | 2.0% |
| Other values (46) | 55 |
| Value | Count | Frequency (%) |
| 10.6 | 1 | |
| 11.2 | 1 | |
| 11.4 | 1 | |
| 12 | 1 | |
| 12.4 | 1 | |
| 13.2 | 1 | |
| 14 | 2 | |
| 14.6 | 1 | |
| 14.8 | 1 | |
| 15 | 2 |
| Value | Count | Frequency (%) |
| 30 | 1 | |
| 26 | 1 | |
| 25 | 2 | |
| 24 | 2 | |
| 23.6 | 1 | |
| 23 | 1 | |
| 22.8 | 1 | |
| 22.5 | 2 | |
| 22 | 1 | |
| 21.6 | 1 |
magnesium
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 49.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.61 |
| Minimum | 70 |
|---|---|
| Maximum | 162 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 70 |
|---|---|
| 5-th percentile | 80.95 |
| Q1 | 91.75 |
| median | 101 |
| Q3 | 111 |
| 95-th percentile | 132.1 |
| Maximum | 162 |
| Range | 92 |
| Interquartile range (IQR) | 19.25 |
Descriptive statistics
| Standard deviation | 15.833665 |
|---|---|
| Coefficient of variation (CV) | 0.15430918 |
| Kurtosis | 1.758742 |
| Mean | 102.61 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.98328768 |
| Sum | 10261 |
| Variance | 250.70495 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 101 | 8 | 8.0% |
| 98 | 5 | 5.0% |
| 86 | 5 | 5.0% |
| 88 | 5 | 5.0% |
| 102 | 4 | 4.0% |
| 94 | 4 | 4.0% |
| 118 | 3 | 3.0% |
| 96 | 3 | 3.0% |
| 100 | 3 | 3.0% |
| 108 | 3 | 3.0% |
| Other values (39) | 57 |
| Value | Count | Frequency (%) |
| 70 | 1 | 1.0% |
| 78 | 3 | |
| 80 | 1 | 1.0% |
| 81 | 1 | 1.0% |
| 84 | 1 | 1.0% |
| 85 | 2 | 2.0% |
| 86 | 5 | |
| 87 | 2 | 2.0% |
| 88 | 5 | |
| 89 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 162 | 1 | |
| 151 | 1 | |
| 139 | 1 | |
| 136 | 1 | |
| 134 | 1 | |
| 132 | 1 | |
| 128 | 1 | |
| 127 | 1 | |
| 126 | 1 | |
| 124 | 1 |
total_phenols
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 60.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5906 |
| Minimum | 1.1 |
|---|---|
| Maximum | 3.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 1.6095 |
| Q1 | 2.2 |
| median | 2.635 |
| Q3 | 2.965 |
| 95-th percentile | 3.381 |
| Maximum | 3.88 |
| Range | 2.78 |
| Interquartile range (IQR) | 0.765 |
Descriptive statistics
| Standard deviation | 0.54829915 |
|---|---|
| Coefficient of variation (CV) | 0.21164948 |
| Kurtosis | -0.08705305 |
| Mean | 2.5906 |
| Median Absolute Deviation (MAD) | 0.355 |
| Skewness | -0.29380436 |
| Sum | 259.06 |
| Variance | 0.30063196 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 6 | 6.0% |
| 2.8 | 5 | 5.0% |
| 2.2 | 5 | 5.0% |
| 2.95 | 5 | 5.0% |
| 2.6 | 4 | 4.0% |
| 2.85 | 4 | 4.0% |
| 2.45 | 4 | 4.0% |
| 3.3 | 3 | 3.0% |
| 2.42 | 3 | 3.0% |
| 2.98 | 2 | 2.0% |
| Other values (50) | 59 |
| Value | Count | Frequency (%) |
| 1.1 | 1 | |
| 1.38 | 1 | |
| 1.45 | 1 | |
| 1.6 | 2 | |
| 1.61 | 1 | |
| 1.65 | 1 | |
| 1.72 | 1 | |
| 1.78 | 1 | |
| 1.85 | 1 | |
| 1.88 | 1 |
| Value | Count | Frequency (%) |
| 3.88 | 1 | 1.0% |
| 3.85 | 1 | 1.0% |
| 3.52 | 1 | 1.0% |
| 3.5 | 1 | 1.0% |
| 3.4 | 1 | 1.0% |
| 3.38 | 1 | 1.0% |
| 3.3 | 3 | |
| 3.27 | 1 | 1.0% |
| 3.25 | 2 | |
| 3.2 | 1 | 1.0% |
flavanoids
Real number (ℝ)
| Distinct | 85 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5606 |
| Minimum | 0.57 |
|---|---|
| Maximum | 3.93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.57 |
|---|---|
| 5-th percentile | 1.2785 |
| Q1 | 2.1125 |
| median | 2.68 |
| Q3 | 3.07 |
| 95-th percentile | 3.6415 |
| Maximum | 3.93 |
| Range | 3.36 |
| Interquartile range (IQR) | 0.9575 |
Descriptive statistics
| Standard deviation | 0.73456896 |
|---|---|
| Coefficient of variation (CV) | 0.28687376 |
| Kurtosis | -0.38569985 |
| Mean | 2.5606 |
| Median Absolute Deviation (MAD) | 0.47 |
| Skewness | -0.52432778 |
| Sum | 256.06 |
| Variance | 0.53959156 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.68 | 3 | 3.0% |
| 2.53 | 2 | 2.0% |
| 3.17 | 2 | 2.0% |
| 2.26 | 2 | 2.0% |
| 1.59 | 2 | 2.0% |
| 3 | 2 | 2.0% |
| 1.69 | 2 | 2.0% |
| 2.43 | 2 | 2.0% |
| 2.76 | 2 | 2.0% |
| 2.65 | 2 | 2.0% |
| Other values (75) | 79 |
| Value | Count | Frequency (%) |
| 0.57 | 1 | |
| 0.99 | 1 | |
| 1.02 | 1 | |
| 1.09 | 1 | |
| 1.25 | 1 | |
| 1.28 | 1 | |
| 1.3 | 1 | |
| 1.32 | 1 | |
| 1.41 | 1 | |
| 1.46 | 1 |
| Value | Count | Frequency (%) |
| 3.93 | 1 | |
| 3.75 | 1 | |
| 3.74 | 1 | |
| 3.69 | 1 | |
| 3.67 | 1 | |
| 3.64 | 1 | |
| 3.56 | 1 | |
| 3.54 | 1 | |
| 3.49 | 1 | |
| 3.4 | 1 |
nonflavanoid_phenols
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3136 |
| Minimum | 0.13 |
|---|---|
| Maximum | 0.63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.13 |
|---|---|
| 5-th percentile | 0.17 |
| Q1 | 0.25 |
| median | 0.29 |
| Q3 | 0.37 |
| 95-th percentile | 0.5205 |
| Maximum | 0.63 |
| Range | 0.5 |
| Interquartile range (IQR) | 0.12 |
Descriptive statistics
| Standard deviation | 0.10460624 |
|---|---|
| Coefficient of variation (CV) | 0.3335658 |
| Kurtosis | 0.68792811 |
| Mean | 0.3136 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 0.89649809 |
| Sum | 31.36 |
| Variance | 0.010942465 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0.26 | 8 | 8.0% |
| 0.29 | 7 | 7.0% |
| 0.32 | 7 | 7.0% |
| 0.27 | 6 | 6.0% |
| 0.3 | 6 | 6.0% |
| 0.28 | 5 | 5.0% |
| 0.22 | 5 | 5.0% |
| 0.34 | 5 | 5.0% |
| 0.43 | 4 | 4.0% |
| 0.24 | 4 | 4.0% |
| Other values (24) | 43 |
| Value | Count | Frequency (%) |
| 0.13 | 1 | 1.0% |
| 0.14 | 2 | 2.0% |
| 0.17 | 4 | |
| 0.19 | 2 | 2.0% |
| 0.2 | 2 | 2.0% |
| 0.21 | 4 | |
| 0.22 | 5 | |
| 0.24 | 4 | |
| 0.25 | 2 | 2.0% |
| 0.26 | 8 |
| Value | Count | Frequency (%) |
| 0.63 | 1 | |
| 0.61 | 1 | |
| 0.58 | 1 | |
| 0.55 | 1 | |
| 0.53 | 1 | |
| 0.52 | 1 | |
| 0.5 | 2 | |
| 0.48 | 1 | |
| 0.47 | 1 | |
| 0.45 | 2 |
proanthocyanins
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 65.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7696 |
| Minimum | 0.41 |
|---|---|
| Maximum | 3.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.41 |
|---|---|
| 5-th percentile | 0.939 |
| Q1 | 1.4575 |
| median | 1.765 |
| Q3 | 2.0325 |
| 95-th percentile | 2.81 |
| Maximum | 3.28 |
| Range | 2.87 |
| Interquartile range (IQR) | 0.575 |
Descriptive statistics
| Standard deviation | 0.53722053 |
|---|---|
| Coefficient of variation (CV) | 0.30358303 |
| Kurtosis | 0.75778973 |
| Mean | 1.7696 |
| Median Absolute Deviation (MAD) | 0.305 |
| Skewness | 0.014172568 |
| Sum | 176.96 |
| Variance | 0.2886059 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.46 | 5 | 5.0% |
| 1.98 | 4 | 4.0% |
| 1.35 | 4 | 4.0% |
| 1.66 | 4 | 4.0% |
| 2.81 | 3 | 3.0% |
| 1.97 | 3 | 3.0% |
| 1.62 | 3 | 3.0% |
| 1.87 | 3 | 3.0% |
| 2.38 | 3 | 3.0% |
| 2.08 | 3 | 3.0% |
| Other values (55) | 65 |
| Value | Count | Frequency (%) |
| 0.41 | 1 | |
| 0.42 | 2 | |
| 0.62 | 1 | |
| 0.73 | 1 | |
| 0.95 | 1 | |
| 1.03 | 2 | |
| 1.04 | 1 | |
| 1.15 | 1 | |
| 1.25 | 2 | |
| 1.28 | 1 |
| Value | Count | Frequency (%) |
| 3.28 | 1 | 1.0% |
| 2.96 | 1 | 1.0% |
| 2.91 | 1 | 1.0% |
| 2.81 | 3 | |
| 2.76 | 1 | 1.0% |
| 2.5 | 1 | 1.0% |
| 2.45 | 1 | 1.0% |
| 2.38 | 3 | |
| 2.35 | 1 | 1.0% |
| 2.34 | 1 | 1.0% |
color_intensity
Real number (ℝ)
| Distinct | 83 |
|---|---|
| Distinct (%) | 83.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.606 |
| Minimum | 1.74 |
|---|---|
| Maximum | 8.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1.74 |
|---|---|
| 5-th percentile | 2.395 |
| Q1 | 3.33 |
| median | 4.55 |
| Q3 | 5.6575 |
| 95-th percentile | 7.224 |
| Maximum | 8.9 |
| Range | 7.16 |
| Interquartile range (IQR) | 2.3275 |
Descriptive statistics
| Standard deviation | 1.5788341 |
|---|---|
| Coefficient of variation (CV) | 0.34277771 |
| Kurtosis | -0.34178495 |
| Mean | 4.606 |
| Median Absolute Deviation (MAD) | 1.16 |
| Skewness | 0.37501416 |
| Sum | 460.6 |
| Variance | 2.4927172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.05 | 3 | 3.0% |
| 3.8 | 3 | 3.0% |
| 4.5 | 3 | 3.0% |
| 5.1 | 3 | 3.0% |
| 4.6 | 3 | 3.0% |
| 4.8 | 2 | 2.0% |
| 6.2 | 2 | 2.0% |
| 2.5 | 2 | 2.0% |
| 5.6 | 2 | 2.0% |
| 5.75 | 2 | 2.0% |
| Other values (73) | 75 |
| Value | Count | Frequency (%) |
| 1.74 | 1 | |
| 1.95 | 1 | |
| 2.15 | 1 | |
| 2.2 | 1 | |
| 2.3 | 1 | |
| 2.4 | 1 | |
| 2.45 | 1 | |
| 2.5 | 2 | |
| 2.57 | 1 | |
| 2.6 | 2 |
| Value | Count | Frequency (%) |
| 8.9 | 1 | |
| 8.7 | 1 | |
| 7.8 | 1 | |
| 7.5 | 1 | |
| 7.3 | 1 | |
| 7.22 | 1 | |
| 7.2 | 1 | |
| 7.05 | 1 | |
| 6.9 | 1 | |
| 6.8 | 1 |
hue
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 46.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.09416 |
| Minimum | 0.79 |
|---|---|
| Maximum | 1.45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.79 |
|---|---|
| 5-th percentile | 0.8795 |
| Q1 | 1.0075 |
| median | 1.085 |
| Q3 | 1.19 |
| 95-th percentile | 1.3315 |
| Maximum | 1.45 |
| Range | 0.66 |
| Interquartile range (IQR) | 0.1825 |
Descriptive statistics
| Standard deviation | 0.1405374 |
|---|---|
| Coefficient of variation (CV) | 0.12844319 |
| Kurtosis | -0.32789889 |
| Mean | 1.09416 |
| Median Absolute Deviation (MAD) | 0.105 |
| Skewness | 0.18406519 |
| Sum | 109.416 |
| Variance | 0.019750762 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 1.04 | 6 | 6.0% |
| 1.23 | 6 | 6.0% |
| 1.12 | 6 | 6.0% |
| 1.25 | 5 | 5.0% |
| 1.07 | 4 | 4.0% |
| 1.05 | 4 | 4.0% |
| 1.09 | 4 | 4.0% |
| 1.19 | 4 | 4.0% |
| 1.13 | 3 | 3.0% |
| 0.96 | 3 | 3.0% |
| Other values (36) | 55 |
| Value | Count | Frequency (%) |
| 0.79 | 1 | |
| 0.82 | 1 | |
| 0.84 | 1 | |
| 0.86 | 1 | |
| 0.87 | 1 | |
| 0.88 | 2 | |
| 0.89 | 2 | |
| 0.906 | 1 | |
| 0.91 | 2 | |
| 0.92 | 2 |
| Value | Count | Frequency (%) |
| 1.45 | 1 | 1.0% |
| 1.42 | 1 | 1.0% |
| 1.38 | 1 | 1.0% |
| 1.36 | 2 | 2.0% |
| 1.33 | 1 | 1.0% |
| 1.31 | 2 | 2.0% |
| 1.28 | 2 | 2.0% |
| 1.25 | 5 | |
| 1.24 | 1 | 1.0% |
| 1.23 | 6 |
od280/od315_of_diluted_wines
Real number (ℝ)
| Distinct | 76 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9501 |
| Minimum | 1.59 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1.59 |
|---|---|
| 5-th percentile | 2.006 |
| Q1 | 2.7275 |
| median | 2.98 |
| Q3 | 3.315 |
| 95-th percentile | 3.592 |
| Maximum | 4 |
| Range | 2.41 |
| Interquartile range (IQR) | 0.5875 |
Descriptive statistics
| Standard deviation | 0.49566504 |
|---|---|
| Coefficient of variation (CV) | 0.16801635 |
| Kurtosis | 0.23150191 |
| Mean | 2.9501 |
| Median Absolute Deviation (MAD) | 0.285 |
| Skewness | -0.55207363 |
| Sum | 295.01 |
| Variance | 0.24568383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 4 | 4.0% |
| 2.87 | 4 | 4.0% |
| 3.21 | 2 | 2.0% |
| 3.13 | 2 | 2.0% |
| 2.26 | 2 | 2.0% |
| 2.88 | 2 | 2.0% |
| 3.16 | 2 | 2.0% |
| 2.65 | 2 | 2.0% |
| 3.33 | 2 | 2.0% |
| 2.75 | 2 | 2.0% |
| Other values (66) | 76 |
| Value | Count | Frequency (%) |
| 1.59 | 1 | |
| 1.67 | 1 | |
| 1.82 | 2 | |
| 1.93 | 1 | |
| 2.01 | 1 | |
| 2.06 | 1 | |
| 2.14 | 1 | |
| 2.23 | 1 | |
| 2.26 | 2 | |
| 2.27 | 1 |
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 3.92 | 1 | |
| 3.82 | 1 | |
| 3.71 | 1 | |
| 3.63 | 1 | |
| 3.59 | 1 | |
| 3.58 | 2 | |
| 3.56 | 1 | |
| 3.55 | 1 | |
| 3.53 | 1 |
proline
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 78.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 887.81 |
| Minimum | 278 |
|---|---|
| Maximum | 1680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 278 |
|---|---|
| 5-th percentile | 405.3 |
| Q1 | 609.25 |
| median | 900.5 |
| Q3 | 1135 |
| 95-th percentile | 1451.5 |
| Maximum | 1680 |
| Range | 1402 |
| Interquartile range (IQR) | 525.75 |
Descriptive statistics
| Standard deviation | 340.67478 |
|---|---|
| Coefficient of variation (CV) | 0.38372488 |
| Kurtosis | -0.94990281 |
| Mean | 887.81 |
| Median Absolute Deviation (MAD) | 273 |
| Skewness | 0.08448632 |
| Sum | 88781 |
| Variance | 116059.31 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1285 | 3 | 3.0% |
| 1035 | 3 | 3.0% |
| 680 | 3 | 3.0% |
| 450 | 3 | 3.0% |
| 1095 | 2 | 2.0% |
| 428 | 2 | 2.0% |
| 845 | 2 | 2.0% |
| 630 | 2 | 2.0% |
| 1150 | 2 | 2.0% |
| 1280 | 2 | 2.0% |
| Other values (68) | 76 |
| Value | Count | Frequency (%) |
| 278 | 1 | 1.0% |
| 290 | 1 | 1.0% |
| 345 | 1 | 1.0% |
| 355 | 1 | 1.0% |
| 392 | 1 | 1.0% |
| 406 | 1 | 1.0% |
| 410 | 1 | 1.0% |
| 420 | 1 | 1.0% |
| 428 | 2 | |
| 450 | 3 |
| Value | Count | Frequency (%) |
| 1680 | 1 | |
| 1547 | 1 | |
| 1515 | 1 | |
| 1510 | 1 | |
| 1480 | 1 | |
| 1450 | 1 | |
| 1375 | 1 | |
| 1320 | 1 | |
| 1310 | 1 | |
| 1295 | 1 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Unnamed: 0 | target | alcohol | malic_acid | ash | alcalinity_of_ash | magnesium | total_phenols | flavanoids | nonflavanoid_phenols | proanthocyanins | color_intensity | hue | od280/od315_of_diluted_wines | proline | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 14.23 | 1.71 | 2.43 | 15.6 | 127 | 2.80 | 3.06 | 0.28 | 2.29 | 5.64 | 1.04 | 3.92 | 1065 |
| 1 | 1 | 1 | 13.20 | 1.78 | 2.14 | 11.2 | 100 | 2.65 | 2.76 | 0.26 | 1.28 | 4.38 | 1.05 | 3.40 | 1050 |
| 2 | 2 | 1 | 13.16 | 2.36 | 2.67 | 18.6 | 101 | 2.80 | 3.24 | 0.30 | 2.81 | 5.68 | 1.03 | 3.17 | 1185 |
| 3 | 3 | 1 | 14.37 | 1.95 | 2.50 | 16.8 | 113 | 3.85 | 3.49 | 0.24 | 2.18 | 7.80 | 0.86 | 3.45 | 1480 |
| 4 | 4 | 1 | 13.24 | 2.59 | 2.87 | 21.0 | 118 | 2.80 | 2.69 | 0.39 | 1.82 | 4.32 | 1.04 | 2.93 | 735 |
| 5 | 5 | 1 | 14.20 | 1.76 | 2.45 | 15.2 | 112 | 3.27 | 3.39 | 0.34 | 1.97 | 6.75 | 1.05 | 2.85 | 1450 |
| 6 | 6 | 1 | 14.39 | 1.87 | 2.45 | 14.6 | 96 | 2.50 | 2.52 | 0.30 | 1.98 | 5.25 | 1.02 | 3.58 | 1290 |
| 7 | 7 | 1 | 14.06 | 2.15 | 2.61 | 17.6 | 121 | 2.60 | 2.51 | 0.31 | 1.25 | 5.05 | 1.06 | 3.58 | 1295 |
| 8 | 8 | 1 | 14.83 | 1.64 | 2.17 | 14.0 | 97 | 2.80 | 2.98 | 0.29 | 1.98 | 5.20 | 1.08 | 2.85 | 1045 |
| 9 | 9 | 1 | 13.86 | 1.35 | 2.27 | 16.0 | 98 | 2.98 | 3.15 | 0.22 | 1.85 | 7.22 | 1.01 | 3.55 | 1045 |
| Unnamed: 0 | target | alcohol | malic_acid | ash | alcalinity_of_ash | magnesium | total_phenols | flavanoids | nonflavanoid_phenols | proanthocyanins | color_intensity | hue | od280/od315_of_diluted_wines | proline | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 90 | 2 | 12.08 | 1.83 | 2.32 | 18.5 | 81 | 1.60 | 1.50 | 0.52 | 1.64 | 2.40 | 1.08 | 2.27 | 480 |
| 91 | 91 | 2 | 12.00 | 1.51 | 2.42 | 22.0 | 86 | 1.45 | 1.25 | 0.50 | 1.63 | 3.60 | 1.05 | 2.65 | 450 |
| 92 | 92 | 2 | 12.69 | 1.53 | 2.26 | 20.7 | 80 | 1.38 | 1.46 | 0.58 | 1.62 | 3.05 | 0.96 | 2.06 | 495 |
| 93 | 93 | 2 | 12.29 | 2.83 | 2.22 | 18.0 | 88 | 2.45 | 2.25 | 0.25 | 1.99 | 2.15 | 1.15 | 3.30 | 290 |
| 94 | 94 | 2 | 11.62 | 1.99 | 2.28 | 18.0 | 98 | 3.02 | 2.26 | 0.17 | 1.35 | 3.25 | 1.16 | 2.96 | 345 |
| 95 | 95 | 2 | 12.47 | 1.52 | 2.20 | 19.0 | 162 | 2.50 | 2.27 | 0.32 | 3.28 | 2.60 | 1.16 | 2.63 | 937 |
| 96 | 96 | 2 | 11.81 | 2.12 | 2.74 | 21.5 | 134 | 1.60 | 0.99 | 0.14 | 1.56 | 2.50 | 0.95 | 2.26 | 625 |
| 97 | 97 | 2 | 12.29 | 1.41 | 1.98 | 16.0 | 85 | 2.55 | 2.50 | 0.29 | 1.77 | 2.90 | 1.23 | 2.74 | 428 |
| 98 | 98 | 2 | 12.37 | 1.07 | 2.10 | 18.5 | 88 | 3.52 | 3.75 | 0.24 | 1.95 | 4.50 | 1.04 | 2.77 | 660 |
| 99 | 99 | 2 | 12.29 | 3.17 | 2.21 | 18.0 | 88 | 2.85 | 2.99 | 0.45 | 2.81 | 2.30 | 1.42 | 2.83 | 406 |